FERGUSON, Mo.—The shooting death of an unarmed African-American teenager by a police officer turned into a national discourse on racial tension Tuesday as President Barack Obama urged people to remember Michael Brown "through reflection and understanding."

"I know the events of the past few days have prompted strong passions," Mr. Obama said in a statement. "We should comfort each other and talk with one...